Salesforce publishes live weekly counters for the Agentforce agent running on its own Help site, on a page it calls Customer Zero. For the week of 23 August 2026 they read: Counter Value Conversations handled by Agentforce 83,044 Agentforce resolved conversations 53,691 User abandoned conversations 6,489 Agentforce conversation handoffs 16,428 Immediate customer-initiated conversation handoffs 6,436 […]
Salesforce AI Research ran the experiment that settles most of this argument, and published the numbers. The team built CRMArena-Pro, a benchmark that drops LLM agents into a realistic Salesforce environment and scores them on expert-validated tasks across sales, service and configure-price-quote processes. Leading agents reached roughly 58 percent single-turn success. Across multi-turn conversations, success […]
Search this question on Google today and the first organic result is titled “Why 70% of Salesforce Implementations Fail.” The number appears in vendor decks, in agency blog posts, and in at least one widely cited book on the industry. It also travels with a quiet substitution: the research it comes from measured CRM projects […]
Answer five questions before reading anything else. Each one has a published reference value, and together they place your team against the rest of the market. Hold those answers. The rest of this page supplies the numbers to check them against, and explains why two of the five are almost impossible to measure with Salesforce’s […]
Two measurements of the same year, taken different ways. Asked how they compare to peers on AI skills, 71.4 percent of Salesforce architects place themselves on par or ahead, and the share feeling behind fell from 32.6 percent to 25.5 percent. That is self-report, from 846 architects surveyed in 2026. Measured from engineering telemetry across […]
A Salesforce implementation model is the ownership structure that decides who designs the solution, who builds it, and who carries the risk when it breaks. Four models exist in the US market: an internal team, a consulting partner, an AI-led delivery pod, and Salesforce Professional Services. The choice sets your cost floor, your delivery speed, […]
Nine hundred custom fields. Three thousand custom objects. Six megabytes of Apex. Two thousand active flows. One hundred SOQL queries per synchronous transaction. Those are ceilings Salesforce publishes, and no edition upgrade removes them. Every architecture decision an org makes is a withdrawal against that budget. Best practice, stripped of abstraction, is the set of […]
The most upvoted opinion about forward deployed engineers is that the role is consulting with better branding. That opinion deserves a hearing rather than a rebuttal, because the people holding it have done the job under both labels. This page takes the accusation seriously, presents the evidence that supports it, presents the evidence that does […]
Every article about Salesforce implementation cost gives you a range and a table of factors. The range is invented, the factors are obvious, and neither survives contact with an actual quote. The reason is structural. In 2026, Salesforce implementation cost is not one number that a project produces. It is four separate meters running at […]
Salesforce technical debt is the accumulated cost of configuration and code that works today and constrains change tomorrow. It raises the price of every subsequent project, and most organizations carry it without a number attached to it. This page does three things in sequence. It defines technical debt using the measurements that exist rather than […]
For fifteen years, understanding a Salesforce org meant assembling a toolkit. One tool for unused fields. Another for security settings. A third for static code analysis. A fourth for dependencies, a fifth for adoption dashboards, a spreadsheet to hold it all together, and a consultant to interpret the result. That toolchain is now visibly falling […]
A Forward Deployed Engineer builds and deploys software inside the customer’s organization rather than from a distance. In the Salesforce ecosystem that role has moved from borrowed terminology to formal structure in under two years: Salesforce stood up its own FDE team in April 2025, committed to hiring a thousand of them, and launched a […]
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